zwt233/IGP

Active Learning for GNN (ICLR'22)

INFORMATION GAIN PROPAGATION: A NEW WAY TO GRAPH ACTIVE LEARNING WITH SOFT LABELS.

This repository is the official implementation of IGP.

Requirements

To install requirements:

pip install -r requirements.txt

Training

To train the model(s) in the paper:

cd the “example” data

run the python file IGP.py

Results

1. Accuracy comparison:

2. GCN performance comparison in different budget:

3. Ablation study:

4. Generalization:

5. Interpretability: